تعتبر هذه الماده مقدمة شامله لتخصص الذكاء الاصطناعى وتغطى العديد من الموضوعات مثل
Machine Learning Concept – Supervized and Unsupervized Learning – Reinforcement learning – Neuralnetwork-ومجموعه كبيرة من ال Algorithms مثل
-PSO – MinMax- Alpha beta Prauning- ACO- Puzzel game- DFS- A* Search
ويحتاج الطالب الى فهم كل نظرية وحل مجموعه كبيرة من المسائل لان الاختبار يحتوى على العديد من المسائل التى تحتاج الى سرعه كبيرة ودقه فى الحل
Curriculum
- 9 Sections
- 120 Lessons
- 1 Day
Expand all sectionsCollapse all sections
- Section 1: TM366_MTA_lessonsمحاضرات الفترة الفصليه الاولى20
- 1.11-TM366 week_1_part1
- 1.22-TM366 week_1_part2
- 1.33-TM366 Week1_part 3 Propositional logic
- 1.44-TM366 week_2_part1
- 1.55-TM366 week_2_part2
- 1.66-TM366 week_2_part3
- 1.77-TM366 week_2_part4
- 1.88-TM366 week_2_part5
- 1.99-TM366 week_3_part1
- 1.1010-tm366 week 3 part 2
- 1.1111-tm366 week 3 part 3
- 1.1212-TM366_week_4_part_1
- 1.1313-TM366_week_4_part_2
- 1.1414-TM366 WEEK5 1
- 1.1515-TM366 WEEK5 2
- 1.1616-TM366 week_6_part1
- 1.1717-TM366 week_6_part2
- 1.1818-TM366 week_6_part3
- 1.1919-TM366 week_6_part4
- 1.2020-TM366 week6 ABCModel Problem
- Section 2: TM366_MTA_Problems15
- 2.11-TM366 StudyPlan_MTA
- 2.22-TM366 Week1 Problems Propositional logic
- 2.33-TM366 week1 MCQ
- 2.44-TM366 week 2 _Problem_1
- 2.55-TM366 week 2_Problem_2
- 2.66-TM366 week 2_Problem_3
- 2.77-TM366 week 3_problems
- 2.88-tm366 alphabeta_week3
- 2.99-TM366 week 4 Problem 1
- 2.1010-TM366 week 4 Problem 2
- 2.1111-TM366 week 6 Problem 1
- 2.1212-TM366 week6 ABCModel Problem
- 2.1313-TM366 PSO Problem 1
- 2.1414-TM366 PSO Problem 2
- 2.1515-TM366 PSO Problem 3
- Section 4: TM366 MTA Revision20
- 3.11-TM366 StudyPlan_MTA
- 3.22-TM366_MTA_Fall24_Q1
- 3.33-TM366 MTA Fall 23 Q2
- 3.44-TM366 MTA Fall 23 Q3
- 3.55-TM366 MTA 4 b (3 player stone game)
- 3.66-tm366 MTA Fall23 Q5
- 3.77-tm366 MTA Fall23 Q6
- 3.88-tm366 alphabeta_week3
- 3.99-TM366_MTA_BestFirstSearch_22
- 3.1010-TM366_MTA_ACO_PSO22
- 3.1111-TM366 _MTA_MinMaxAlgorithm_22
- 3.1212-TM366_MTA_SearchHeuristic_22
- 3.1313-TM366_MTA_PSO_22
- 3.1414-TM366_MTA_2019_A
- 3.1515-TM366_MTA_2019_B
- 3.1616-TM366_MTA_18_Fall_A
- 3.1717-TM366_MTA_18_Fall_B
- 3.1818-TM366 MTA_mackup_A
- 3.1919-TM366 MTA_mackup_B
- 3.2020-TM366 MTA_mackup_C
- Section 3: TM366_MTA_Extra12
- 4.11-TM366_week2_BDS_DFS_1
- 4.22-TM366_week 2_Best_First_Search
- 4.33-TM366_week2_heuristic search A*_1
- 4.44-TM366_week2_heuristic search A*_2
- 4.55-TM366_week3_mini_max Algorithm_1
- 4.66-TM366_week3_mini_max Algorithm_2
- 4.77-TM366_week_6_TSP_ACO_1
- 4.88-TM366_week_6_TSP_ACO_2
- 4.99-TM366_week6_PSO_1
- 4.1010-TM366_week2_BDS_DFS_extra3
- 4.1111-TM366_week2_BDS_DFS_extra1
- 4.1212-TM366_week2_BDS_DFS_extra2
- Section 5: TM366_Final_Lectures14
- 5.11-TM366 week7_(1) Neural Network MCP Model
- 5.22-TM366 week7_(2) Topologies_Supervised Learning
- 5.33-TM366 week7_(Problems) NeuralNetwork Segmoid
- 5.44-TM366 week9_(1) Learning Perceptron & delta rule
- 5.55-TM366 week_9 (Problems) Perceptron Training
- 5.66-TM366 Week10 (Problems) backpropagation_weight change
- 5.77-TM366 Week10 (2) Vector Quantization VQ
- 5.88-TM366 Genetic Algorithm (Summary)
- 5.99-TM366_GA (Problems) roulette wheel mating pool
- 5.1010-TM366 GA (Problem) fintness of Gnome probability of selection
- 5.1111-TM366 GA (Problems) Mutation probability Crossover
- 5.1212-TM366 GA P(roblems) schema
- 5.1313-TM366 GA P(roblems) sort chromosome
- 5.1413-TM366 week13 RL QLearning Problem
- Section 6: TM366_Final_Revision22
- 6.11-TM366 Final preparation
- 6.22-TM366 ch11 GA Questions
- 6.33-TM366 Final Back_Propagation
- 6.44-TM366 Final VQ
- 6.55-TM366 Final_Spring23_Q3_deltaRule
- 6.66-TM366 Final_Spring23_Q4A_backpropagation
- 6.77-TM366 FinalSpring23_Q4B backpropagation
- 6.88-TM366 FinalSpring23Q5A GA
- 6.99-TM366_Final_Spring_23_Q5B GA
- 6.1010- TM366 Final 22 (1) MCQ
- 6.1111-TM366 Final 22 (2) Search Target
- 6.1212-TM366 Final22 (3) backpropagation
- 6.1313-TM366 Final 22 (4) VQ
- 6.1414-TM366 Final 22 (5) Q Learning RL
- 6.1515-TM366 Final 22 (6) GA
- 6.1616-TM366 Final 22 (7) GA
- 6.1717-TM366 Final 2021 back Probagation
- 6.1818-TM366 Final 2019 Delta Rule
- 6.1919-TM366 Final 2021 ABC model
- 6.2020-TM366 Week10 Problems
- 6.2121-tm366 final A
- 6.2222-TM366 week_9 Problems
- Section 7: TM366_Final_New17
- 7.1TM366 Final preparation
- 7.219_TM366 Final Summer25 (1) VQ
- 7.318_TM366 Final Summer25 (2) PSO
- 7.417_TM366 Final Summer25 (3) Q Learning
- 7.513-TM366 Finall Fall24 (1) MCQ
- 7.612-TM366 Finall Fall24_(2) Back_propagation
- 7.711-TM366 Finall Fall24 (3) BackPropagation
- 7.810-TM366 Finall Fall24 (4) GA
- 7.99-TM366 Finall Fall24 (5) VQ
- 7.108-TM366 Finall Fall24 (6) PSO
- 7.117-TM366_Final _Fall23 VQ Network
- 7.126-TM366_Final_Fall 23_GA
- 7.135-TM366 Final Spring 24 Q4_VQ Network
- 7.144-TM366 Final Spring 24 Q5 GA
- 7.153-TM366 Final VQ
- 7.162-TM366 Final Back_Propagation
- 7.171-TM366 ch11 GA Questions
- Section Quiz3
- Section 0: أستعد للميدتيرم0
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Requirements
- basic Knowledge in Math
Features
- Machine Learning
- Neural Netwrok
Target audiences
- Student in IT